Journal of Sociology & Social Welfare Vol. 39, No. 2 (June 2012)
Bibliographic record
Abstract
TABLE OF CONTENTS PATTERNS AND PREDICTORS OF DEBT: A PANEL STUDY, 1985-2008 - Richard K. Caputo SOCIAL CAPITAL, HUMAN CAPITAL, AND ECONOMIC WELL-BEING IN THE KNOWLEDGE ECONOMY: RESULTS FROM CANADA'S GENERAL SOCIAL SURVEY - Robert D. Weaver and Nazim Habibov NEOLIBERALISM, PIVEN AND CLOWARD'S BARGAINING THEORY, AND WAGES IN THE UNITED STATES, 1965-2006 - Thomas W. Volscho CHILD AND FAMILY TEAMS BUILDING SOCIAL CAPITAL FOR AT-RISK STUDENTS: A RESEARCH NOTE - Toby L. Parcel and Joan Pennell PREDICTORS OF TIME VOLUNTEERING, RELIGIOUS GIVING, AND SECULAR GIVING: IMPLICATIONS FOR NONPROFIT ORGANIZATIONS - Namkee G. Choi and Diana M. DiNitto CLEAN NEEDLES AND BAD BLOOD: NEEDLE EXCHANGE AS MORALITY POLICY - Elizabeth A. Bowen EXPLORING BARRIERS TO INCLUSION OF WIDOWED AND ABANDONED WOMEN THROUGH SELF-HELP MICROCREDIT GROUPS: THE CASE OF RURAL SOUTH INDIA - Margaret Lombe, Chrisann Newransky, Karen Kayser, and Paul Mike Raj PUBLIC ATTITUDES AND GENDER POLICY REGIMES: COHERENCE AND STABILITY IN HARD TIMES - Jing Guo and Neil Gilbert BOOK REVIEWS Good Jobs America: Making Work Better for Everyone. Paul Osterman and Beth Shulman. Reviewed by Mary Huff Stevenson. American Dreamers: How the Left Changed a Nation. Michael Kazin. Reviewed by Kim Phillips-Fein. Patterns of Protest: Trajectories of Participation in Social Movements. Catherine Corrigall-Brown. Written Out of History: Memoirs of Ordinary Activists. Bette Steinmuller, Nancy Teel, Beatrice Nava, Linda Stern, Steven Norris, and Kendall Hale. Reviewed by Marguerite G. Rosenthal. Banished: The New Social Control in Urban America. Katherine Beckett and Steve Herbert. Reviewed by Lucia Trimbur. Rights Gone Wrong: How Law Corrupts the Struggle for Equality. Richard Thompson Ford. Reviewed by Robert Costello. Guest Workers and Resistance to U.S. Corporate Despotism. Immanuel Ness. Reviewed by Barbara Franz. Aging Our Way: Lessons Learned for Living from 85 and Beyond. Meika Loe. Reviewed by Donna Wang. The Better Angels of Our Nature: Why Violence Has Declined. Steven Pinker. Reviewed by Edward U. Murphy.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.073 | 0.017 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".